512M
Services

Turning insight into systems

Quantitative research, data engineering, and system design for complex markets. Data → Models → Systems.

Tokenomics Design

We design and optimise token economic systems with explicit assumptions and quantitative validation. Our work spans incentive design, emissions modelling, and stress testing across market regimes.

  • Incentive design and emissions modelling
  • AMMs, DLMMs, and liquidity mechanism design
  • Governance design and parameter frameworks
  • Stress testing, simulations, and scenario analysis

Quantitative Research

Deep, data-driven research for complex markets. We build custom models to understand yield sources, risk, liquidity, and market structure.

  • Yield strategy design and decomposition of drivers
  • Risk analysis for on-chain positions and protocols
  • Market structure studies and liquidity dynamics
  • Custom models, forecasting, and robust backtesting

Advisory

Structured advisory across strategy and execution. We help teams align mechanics, operations, and decision frameworks with measurable outcomes, including fractionalised executive support for teams that need senior operational leadership without the full-time overhead.

  • Treasury and capital allocation strategy
  • Risk frameworks and operational controls
  • Fractionalised CFO: financial planning, reporting, and treasury oversight
  • Fractionalised COO: operational systems, workflows, and team coordination

Engineering

Bespoke software and infrastructure that translates quantitative insight into operating systems. We deliver production-quality systems with clear observability and ownership.

  • Full-stack product and platform development
  • Data pipelines, indexing, and analytics foundations
  • Analytics dashboards and reporting for stakeholders
  • Monitoring, alerting, and performance instrumentation
Case studies

Work we've delivered

Selected engagements across token design, quantitative research, engineering, and advisory.

Tokenomics

Full Token Economic Design for a P2P DePIN Protocol

Designed the complete token economy for a peer-to-peer DePIN network, covering incentive mechanics, emission schedules, and governance parameters. The model was submitted to FINMA and approved, leading to a regulated and successful ICO and token generation event.

Research

DeFi Yield Modelling for a Regulated US Lender

Built quantitative models for a regulated US HELOC provider exploring deployment of idle capital into low-risk DeFi strategies. Analysed complex yield sources, risk profiles, and liquidity constraints to identify viable allocations within the firm's regulatory framework.

Engineering

Full-Stack Product Build for a Swiss Bitcoin Company

Designed and delivered a complete frontend and application for a Swiss-based Bitcoin DAT company on an accelerated timeline. End-to-end build from design to production, shipped in record time without compromising on quality or user experience.

Research

VC Research Programme for a Top-Tier European Fund

Produced six in-depth research reports for a leading European venture capital firm covering market structure, protocol analysis, and sector-level trends. The reports reached hundreds of thousands of readers and were cited by governmental authorities.

Advisory

Private Loan Facility Structuring for Crypto Founders

Advised on the setup of private loan facilities for crypto founders using large token positions as collateral. Structured terms, risk parameters, and liquidation frameworks to balance lender protection with borrower flexibility.

Engineering

Algorithm Design for an On-Chain Risk Platform

Worked with an on-chain tracing and risk management platform to redesign and optimise their tracking and rating algorithms. The improved system is now deployed across several large-scale vaults, providing real-time risk scoring and compliance monitoring.

Engagements

Where research meets execution.

If you have a specific research question, system design need, or automation goal, we can structure a focused engagement with clear deliverables.

Work with us